Abstract: Techniques for identity data similarity analysis that generate high confidence matches are disclosed. In one particular embodiment, the techniques may be realized as a method comprising the steps of receiving identity data of an entity including a numerical value, converting the identity data to a textual representation of the numerical value, inserting the textual representation into a prose template, converting the prose template into a prose vector, and determining a similarity score based on the prose vector and a previously-identified prose vector.